{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fbe8478f",
   "metadata": {},
   "source": [
    "E-Commerce：电商订单数据\n",
    "发票号码、SKU代码（产品代码）、描述、数量、发票日期、单价、客户ID、国家"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "391ff4e2",
   "metadata": {},
   "source": [
    "# 电商数据分析报告"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9980545d",
   "metadata": {},
   "source": [
    "摘要：\n",
    "    本报告基于某电商销售数据集，旨在通过数据分析来探索产品销售情况与各种因素之间的关系。通过对产品类别、销售量、价格、客户分布等信息进行分析，我们得出了一些有趣的结论，并提出了相关的建议。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c70e424",
   "metadata": {},
   "source": [
    "引言：\n",
    "    近年电商发展迅速，已成为商家最主要的盈利渠道之一。本次数据分析旨在探索如何提升电商销售情况，并研究与之相关的特征，为业务人员提供能提升销售情况的有效性建议。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "436a9c91",
   "metadata": {},
   "source": [
    "数据字段：\n",
    "Index(['InvoiceNo', 'StockCode', 'Description', 'Quantity', 'InvoiceDate',\n",
    "       'UnitPrice', 'CustomerID', 'Country'],\n",
    "      dtype='object')\n",
    "发票编号\\产品编号\\描述\\数量\\发票日期\\单价\\客户 ID\\国家"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e5f5d46",
   "metadata": {},
   "source": [
    "## 数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1360437c",
   "metadata": {},
   "source": [
    "### 数据查看"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "177e1824",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
       "2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "\n",
       "      InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "0  12/1/2010 8:26       2.55     17850.0  United Kingdom  \n",
       "1  12/1/2010 8:26       3.39     17850.0  United Kingdom  \n",
       "2  12/1/2010 8:26       2.75     17850.0  United Kingdom  \n",
       "3  12/1/2010 8:26       3.39     17850.0  United Kingdom  \n",
       "4  12/1/2010 8:26       3.39     17850.0  United Kingdom  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#导入必要的包与测试数据集\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv(r'C:\\Users\\NewUser\\Desktop\\E-Commerce.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "317b4b92",
   "metadata": {},
   "source": [
    "查看数据大小、每个字段数据类型、内存使用情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1e0aab1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4372"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['CustomerID'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "04a1fa90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(541909, 8)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "454f0ea6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 541909 entries, 0 to 541908\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count   Dtype  \n",
      "---  ------       --------------   -----  \n",
      " 0   InvoiceNo    541909 non-null  object \n",
      " 1   StockCode    541909 non-null  object \n",
      " 2   Description  540455 non-null  object \n",
      " 3   Quantity     541909 non-null  int64  \n",
      " 4   InvoiceDate  541909 non-null  object \n",
      " 5   UnitPrice    541909 non-null  float64\n",
      " 6   CustomerID   406829 non-null  float64\n",
      " 7   Country      541909 non-null  object \n",
      "dtypes: float64(2), int64(1), object(5)\n",
      "memory usage: 33.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "746026de",
   "metadata": {},
   "source": [
    "### 缺失值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "60a67ad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo           0\n",
       "StockCode           0\n",
       "Description      1454\n",
       "Quantity            0\n",
       "InvoiceDate         0\n",
       "UnitPrice           0\n",
       "CustomerID     135080\n",
       "Country             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a1130c1",
   "metadata": {},
   "source": [
    "Description\\CustomerID这两种个字段存在缺失值，我们在研究中并不会对商品描述以及用客户ID进行分析，所以我们采用固定值对缺失值进行填补"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "95c60f88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo      0\n",
       "StockCode      0\n",
       "Description    0\n",
       "Quantity       0\n",
       "InvoiceDate    0\n",
       "UnitPrice      0\n",
       "CustomerID     0\n",
       "Country        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.fillna(value = 1)\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e8d3b3a",
   "metadata": {},
   "source": [
    "### 异常值处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9cc3ca4",
   "metadata": {},
   "source": [
    "#### 数据中存在诸多quantity、UnitPrice小于等于0的数据，考虑为订单数据，存在退货/赠品情况，保留该数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1c910614",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quantity</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StockCode</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10002</th>\n",
       "      <td>1037</td>\n",
       "      <td>77.15</td>\n",
       "      <td>723866.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10080</th>\n",
       "      <td>495</td>\n",
       "      <td>9.04</td>\n",
       "      <td>333017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10120</th>\n",
       "      <td>193</td>\n",
       "      <td>6.30</td>\n",
       "      <td>484879.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10123C</th>\n",
       "      <td>-13</td>\n",
       "      <td>1.95</td>\n",
       "      <td>46702.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10123G</th>\n",
       "      <td>-38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gift_0001_20</th>\n",
       "      <td>20</td>\n",
       "      <td>150.38</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gift_0001_30</th>\n",
       "      <td>37</td>\n",
       "      <td>175.53</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gift_0001_40</th>\n",
       "      <td>3</td>\n",
       "      <td>100.70</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gift_0001_50</th>\n",
       "      <td>4</td>\n",
       "      <td>167.56</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m</th>\n",
       "      <td>1</td>\n",
       "      <td>2.55</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4070 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Quantity  UnitPrice  CustomerID\n",
       "StockCode                                    \n",
       "10002             1037      77.15    723866.0\n",
       "10080              495       9.04    333017.0\n",
       "10120              193       6.30    484879.0\n",
       "10123C             -13       1.95     46702.0\n",
       "10123G             -38       0.00         1.0\n",
       "...                ...        ...         ...\n",
       "gift_0001_20        20     150.38        10.0\n",
       "gift_0001_30        37     175.53         8.0\n",
       "gift_0001_40         3     100.70         3.0\n",
       "gift_0001_50         4     167.56         4.0\n",
       "m                    1       2.55         1.0\n",
       "\n",
       "[4070 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(['StockCode']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "78ce5fbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>536414</td>\n",
       "      <td>22139</td>\n",
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       "      <td>56</td>\n",
       "      <td>12/1/2010 11:52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>536545</td>\n",
       "      <td>21134</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12/1/2010 14:32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>536546</td>\n",
       "      <td>22145</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12/1/2010 14:33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>536547</td>\n",
       "      <td>37509</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12/1/2010 14:33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>536549</td>\n",
       "      <td>85226A</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12/1/2010 14:34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
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       "      <td>72817</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>12/8/2011 10:33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538504</th>\n",
       "      <td>581406</td>\n",
       "      <td>46000M</td>\n",
       "      <td>POLYESTER FILLER PAD 45x45cm</td>\n",
       "      <td>240</td>\n",
       "      <td>12/8/2011 13:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538505</th>\n",
       "      <td>581406</td>\n",
       "      <td>46000S</td>\n",
       "      <td>POLYESTER FILLER PAD 40x40cm</td>\n",
       "      <td>300</td>\n",
       "      <td>12/8/2011 13:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538554</th>\n",
       "      <td>581408</td>\n",
       "      <td>85175</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>12/8/2011 14:06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538919</th>\n",
       "      <td>581422</td>\n",
       "      <td>23169</td>\n",
       "      <td>smashed</td>\n",
       "      <td>-235</td>\n",
       "      <td>12/8/2011 15:24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2517 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                   Description  Quantity  \\\n",
       "622       536414     22139                             1        56   \n",
       "1970      536545     21134                             1         1   \n",
       "1971      536546     22145                             1         1   \n",
       "1972      536547     37509                             1         1   \n",
       "1987      536549    85226A                             1         1   \n",
       "...          ...       ...                           ...       ...   \n",
       "536981    581234     72817                             1        27   \n",
       "538504    581406    46000M  POLYESTER FILLER PAD 45x45cm       240   \n",
       "538505    581406    46000S  POLYESTER FILLER PAD 40x40cm       300   \n",
       "538554    581408     85175                             1        20   \n",
       "538919    581422     23169                       smashed      -235   \n",
       "\n",
       "            InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "622     12/1/2010 11:52        0.0         1.0  United Kingdom  \n",
       "1970    12/1/2010 14:32        0.0         1.0  United Kingdom  \n",
       "1971    12/1/2010 14:33        0.0         1.0  United Kingdom  \n",
       "1972    12/1/2010 14:33        0.0         1.0  United Kingdom  \n",
       "1987    12/1/2010 14:34        0.0         1.0  United Kingdom  \n",
       "...                 ...        ...         ...             ...  \n",
       "536981  12/8/2011 10:33        0.0         1.0  United Kingdom  \n",
       "538504  12/8/2011 13:58        0.0         1.0  United Kingdom  \n",
       "538505  12/8/2011 13:58        0.0         1.0  United Kingdom  \n",
       "538554  12/8/2011 14:06        0.0         1.0  United Kingdom  \n",
       "538919  12/8/2011 15:24        0.0         1.0  United Kingdom  \n",
       "\n",
       "[2517 rows x 8 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['UnitPrice']<=0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af138f02",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
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       "  </thead>\n",
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       "      <th>141</th>\n",
       "      <td>C536379</td>\n",
       "      <td>D</td>\n",
       "      <td>Discount</td>\n",
       "      <td>-1</td>\n",
       "      <td>12/1/2010 9:41</td>\n",
       "      <td>27.50</td>\n",
       "      <td>14527.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>C536383</td>\n",
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       "      <td>SET OF 3 COLOURED  FLYING DUCKS</td>\n",
       "      <td>-1</td>\n",
       "      <td>12/1/2010 9:49</td>\n",
       "      <td>4.65</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>C536391</td>\n",
       "      <td>22556</td>\n",
       "      <td>PLASTERS IN TIN CIRCUS PARADE</td>\n",
       "      <td>-12</td>\n",
       "      <td>12/1/2010 10:24</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21984</td>\n",
       "      <td>PACK OF 12 PINK PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>12/1/2010 10:24</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21983</td>\n",
       "      <td>PACK OF 12 BLUE PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>12/1/2010 10:24</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>540449</th>\n",
       "      <td>C581490</td>\n",
       "      <td>23144</td>\n",
       "      <td>ZINC T-LIGHT HOLDER STARS SMALL</td>\n",
       "      <td>-11</td>\n",
       "      <td>12/9/2011 9:57</td>\n",
       "      <td>0.83</td>\n",
       "      <td>14397.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541541</th>\n",
       "      <td>C581499</td>\n",
       "      <td>M</td>\n",
       "      <td>Manual</td>\n",
       "      <td>-1</td>\n",
       "      <td>12/9/2011 10:28</td>\n",
       "      <td>224.69</td>\n",
       "      <td>15498.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541715</th>\n",
       "      <td>C581568</td>\n",
       "      <td>21258</td>\n",
       "      <td>VICTORIAN SEWING BOX LARGE</td>\n",
       "      <td>-5</td>\n",
       "      <td>12/9/2011 11:57</td>\n",
       "      <td>10.95</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541716</th>\n",
       "      <td>C581569</td>\n",
       "      <td>84978</td>\n",
       "      <td>HANGING HEART JAR T-LIGHT HOLDER</td>\n",
       "      <td>-1</td>\n",
       "      <td>12/9/2011 11:58</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541717</th>\n",
       "      <td>C581569</td>\n",
       "      <td>20979</td>\n",
       "      <td>36 PENCILS TUBE RED RETROSPOT</td>\n",
       "      <td>-5</td>\n",
       "      <td>12/9/2011 11:58</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10624 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                       Description  Quantity  \\\n",
       "141      C536379         D                          Discount        -1   \n",
       "154      C536383    35004C   SET OF 3 COLOURED  FLYING DUCKS        -1   \n",
       "235      C536391     22556    PLASTERS IN TIN CIRCUS PARADE        -12   \n",
       "236      C536391     21984  PACK OF 12 PINK PAISLEY TISSUES        -24   \n",
       "237      C536391     21983  PACK OF 12 BLUE PAISLEY TISSUES        -24   \n",
       "...          ...       ...                               ...       ...   \n",
       "540449   C581490     23144   ZINC T-LIGHT HOLDER STARS SMALL       -11   \n",
       "541541   C581499         M                            Manual        -1   \n",
       "541715   C581568     21258        VICTORIAN SEWING BOX LARGE        -5   \n",
       "541716   C581569     84978  HANGING HEART JAR T-LIGHT HOLDER        -1   \n",
       "541717   C581569     20979     36 PENCILS TUBE RED RETROSPOT        -5   \n",
       "\n",
       "            InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "141      12/1/2010 9:41      27.50     14527.0  United Kingdom  \n",
       "154      12/1/2010 9:49       4.65     15311.0  United Kingdom  \n",
       "235     12/1/2010 10:24       1.65     17548.0  United Kingdom  \n",
       "236     12/1/2010 10:24       0.29     17548.0  United Kingdom  \n",
       "237     12/1/2010 10:24       0.29     17548.0  United Kingdom  \n",
       "...                 ...        ...         ...             ...  \n",
       "540449   12/9/2011 9:57       0.83     14397.0  United Kingdom  \n",
       "541541  12/9/2011 10:28     224.69     15498.0  United Kingdom  \n",
       "541715  12/9/2011 11:57      10.95     15311.0  United Kingdom  \n",
       "541716  12/9/2011 11:58       1.25     17315.0  United Kingdom  \n",
       "541717  12/9/2011 11:58       1.25     17315.0  United Kingdom  \n",
       "\n",
       "[10624 rows x 8 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Quantity']<=0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9050f13",
   "metadata": {},
   "source": [
    "####  对InvoiceDate列进行标准化，获取日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "40e997c0",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
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       "      <th>0</th>\n",
       "      <td>536365</td>\n",
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       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>2.55</td>\n",
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       "      <td>United Kingdom</td>\n",
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       "      <td>2010-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
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       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>2010-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>2010-12</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>2010-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>12/1/2010 8:26</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01</td>\n",
       "      <td>2010-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541904</th>\n",
       "      <td>581587</td>\n",
       "      <td>22613</td>\n",
       "      <td>PACK OF 20 SPACEBOY NAPKINS</td>\n",
       "      <td>12</td>\n",
       "      <td>12/9/2011 12:50</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541905</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
       "      <td>6</td>\n",
       "      <td>12/9/2011 12:50</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541906</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4</td>\n",
       "      <td>12/9/2011 12:50</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541907</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4</td>\n",
       "      <td>12/9/2011 12:50</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541908</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>BAKING SET 9 PIECE RETROSPOT</td>\n",
       "      <td>3</td>\n",
       "      <td>12/9/2011 12:50</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>2011-12-09</td>\n",
       "      <td>2011-12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>541909 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0         536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1         536365     71053                  WHITE METAL LANTERN         6   \n",
       "2         536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3         536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4         536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "...          ...       ...                                  ...       ...   \n",
       "541904    581587     22613          PACK OF 20 SPACEBOY NAPKINS        12   \n",
       "541905    581587     22899         CHILDREN'S APRON DOLLY GIRL          6   \n",
       "541906    581587     23254        CHILDRENS CUTLERY DOLLY GIRL          4   \n",
       "541907    581587     23255      CHILDRENS CUTLERY CIRCUS PARADE         4   \n",
       "541908    581587     22138        BAKING SET 9 PIECE RETROSPOT          3   \n",
       "\n",
       "            InvoiceDate  UnitPrice  CustomerID         Country        Date  \\\n",
       "0        12/1/2010 8:26       2.55     17850.0  United Kingdom  2010-12-01   \n",
       "1        12/1/2010 8:26       3.39     17850.0  United Kingdom  2010-12-01   \n",
       "2        12/1/2010 8:26       2.75     17850.0  United Kingdom  2010-12-01   \n",
       "3        12/1/2010 8:26       3.39     17850.0  United Kingdom  2010-12-01   \n",
       "4        12/1/2010 8:26       3.39     17850.0  United Kingdom  2010-12-01   \n",
       "...                 ...        ...         ...             ...         ...   \n",
       "541904  12/9/2011 12:50       0.85     12680.0          France  2011-12-09   \n",
       "541905  12/9/2011 12:50       2.10     12680.0          France  2011-12-09   \n",
       "541906  12/9/2011 12:50       4.15     12680.0          France  2011-12-09   \n",
       "541907  12/9/2011 12:50       4.15     12680.0          France  2011-12-09   \n",
       "541908  12/9/2011 12:50       4.95     12680.0          France  2011-12-09   \n",
       "\n",
       "          month  \n",
       "0       2010-12  \n",
       "1       2010-12  \n",
       "2       2010-12  \n",
       "3       2010-12  \n",
       "4       2010-12  \n",
       "...         ...  \n",
       "541904  2011-12  \n",
       "541905  2011-12  \n",
       "541906  2011-12  \n",
       "541907  2011-12  \n",
       "541908  2011-12  \n",
       "\n",
       "[541909 rows x 10 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对InvoiceDate列进行标准化，获取日期\n",
    "\n",
    "df['Date'] = pd.to_datetime(df['InvoiceDate']).apply(lambda x : x.strftime('%Y-%m-%d'))\n",
    "df['month'] = pd.to_datetime(df['InvoiceDate']).apply(lambda x : x.strftime('%Y-%m'))\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "580a9960",
   "metadata": {},
   "source": [
    "### 商家销量随时间变化关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6ad550b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Date'] = pd.to_datetime(df['Date'])\n",
    "df.set_index('Date', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86e7ddec",
   "metadata": {},
   "source": [
    "日销量折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f2438809",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_resampled1 = df.resample('d').sum()\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(df_resampled1.index, df_resampled1['Quantity'], marker='o', linestyle='-')\n",
    "\n",
    "# 找到最低点的索引\n",
    "min_index = df_resampled1['Quantity'].idxmin()\n",
    "\n",
    "# 获取最低点的坐标\n",
    "min_x = min_index\n",
    "min_y = df_resampled1.loc[min_index, 'Quantity']\n",
    "\n",
    "# 在最低点添加标签\n",
    "plt.annotate(f'Min Point\\n({min_x.strftime(\"%Y-%m-%d\")}, {min_y})',\n",
    "             xy=(min_x, min_y),\n",
    "             xytext=(min_x, min_y + 2),  # 标签文本的位置\n",
    "             ha='center',\n",
    "             bbox=dict(boxstyle='round,pad=0.3', edgecolor='black', facecolor='white'),\n",
    "             arrowprops=dict(facecolor='black', arrowstyle='->'))\n",
    "\n",
    "# 设置图表标题和标签\n",
    "plt.title('quantity for day')\n",
    "plt.xlabel('Day')\n",
    "plt.ylabel('quantity')\n",
    "\n",
    "plt.xlim(df.index.min(), df.index.max())\n",
    "# 自动调整日期格式\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24d7c2f8",
   "metadata": {},
   "source": [
    "月销量折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "29bedea4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_resampled = df.resample('M').sum()\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(df_resampled.index, df_resampled['Quantity'], marker='o', linestyle='-')\n",
    "\n",
    "# 设置图表标题和标签\n",
    "plt.title('quantity for month')\n",
    "plt.xlabel('month')\n",
    "plt.ylabel('quantity')\n",
    "\n",
    "plt.xlim(df.index.min(), df.index.max())\n",
    "# 自动调整日期格式\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54bf71b2",
   "metadata": {},
   "source": [
    "月销售额"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "ddfa2913",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_resampled = df.resample('M').sum()\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(df_resampled.index, df_resampled['Quantity']*df_resampled['UnitPrice'], marker='o', linestyle='-')\n",
    "\n",
    "# 设置图表标题和标签\n",
    "plt.title('Sales for month')\n",
    "plt.xlabel('month')\n",
    "plt.ylabel('Sales')\n",
    "\n",
    "plt.xlim(df.index.min(), df.index.max())\n",
    "# 自动调整日期格式\n",
    "plt.gcf().autofmt_xdate()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae07de7d",
   "metadata": {},
   "source": [
    "月客单价与整体客单价"
   ]
  },
  {
   "cell_type": "raw",
   "id": "a1b556a4",
   "metadata": {},
   "source": [
    "21年3月、5月、6月、8月、9月均高于平均客单价，最高客单出现在9月。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "bb37a259",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17.98779487699964"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['sales'] = df['Quantity']*df['UnitPrice']\n",
    "df['sales'].sum()/df['CustomerID'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "90fca246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "month\n",
       "2010-12    17.630400\n",
       "2011-01    15.933088\n",
       "2011-02    17.976058\n",
       "2011-03    18.593313\n",
       "2011-04    16.486399\n",
       "2011-05    19.533716\n",
       "2011-06    18.742830\n",
       "2011-07    17.240248\n",
       "2011-08    19.348161\n",
       "2011-09    20.301987\n",
       "2011-10    17.627089\n",
       "2011-11    17.255802\n",
       "2011-12    16.989932\n",
       "dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('month')['sales'].sum()/df.groupby('month')['CustomerID'].count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f917f05d",
   "metadata": {},
   "source": [
    "### 商家不同国家的销量Top20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "22737e5d",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按国家进行分组，并计算每个国家的销量总和\n",
    "df_by_country = df.groupby('Country')['Quantity'].sum().reset_index()\n",
    "\n",
    "# 选择显示销量前 N 个国家\n",
    "top_n_countries = 20\n",
    "df_top_countries = df_by_country.nlargest(top_n_countries, 'Quantity')\n",
    "\n",
    "# 按照销量降序排列\n",
    "df_top_countries = df_top_countries.sort_values(by='Quantity', ascending=True)\n",
    "\n",
    "# 计算总销售量\n",
    "total_quantity = df_by_country['Quantity'].sum()\n",
    "\n",
    "# 绘制水平条形图\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.barh(df_top_countries['Country'], df_top_countries['Quantity'])\n",
    "\n",
    "# 标记最多的国家的销售量和百分比\n",
    "max_quantity_country = df_top_countries.iloc[-1]['Country']\n",
    "max_quantity = df_top_countries.iloc[-1]['Quantity']\n",
    "percentage = (max_quantity / total_quantity) * 100\n",
    "\n",
    "plt.annotate(f'Max: {max_quantity}\\nPercentage: {percentage:.2f}%',\n",
    "             xy=(max_quantity, max_quantity_country),\n",
    "             xytext=(max_quantity + 2, max_quantity_country),  \n",
    "             ha='left',\n",
    "             va='center')\n",
    "\n",
    "# 设置图表标题和标签\n",
    "plt.title(f'Top {top_n_countries} Countries by Total Sales')\n",
    "plt.xlabel('Total Quantity')\n",
    "plt.ylabel('Country')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f21d61cf",
   "metadata": {},
   "source": [
    "### 商家产品销量Top20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "278a214b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按 StockCode 进行分组，并计算每个 StockCode 的销量总和\n",
    "df_by_stockcode = df.groupby('StockCode')['Quantity'].sum().reset_index()\n",
    "\n",
    "# 选择显示销量前 N 个 StockCode\n",
    "top_n_stockcodes = 20\n",
    "df_top_stockcodes = df_by_stockcode.nlargest(top_n_stockcodes, 'Quantity')\n",
    "\n",
    "# 按照销量降序排列\n",
    "df_top_stockcodes = df_top_stockcodes.sort_values(by='Quantity', ascending=True)\n",
    "\n",
    "# 计算总销售量\n",
    "total_quantity = df_by_stockcode['Quantity'].sum()\n",
    "\n",
    "# 绘制水平条形图\n",
    "plt.figure(figsize=(10, 6))\n",
    "bars = plt.barh(df_top_stockcodes['StockCode'], df_top_stockcodes['Quantity'])\n",
    "\n",
    "# 标记最多的 StockCode 的销售量和百分比\n",
    "max_quantity_stockcode = df_top_stockcodes.iloc[-1]['StockCode']\n",
    "max_quantity = df_top_stockcodes.iloc[-1]['Quantity']\n",
    "percentage = (max_quantity / total_quantity) * 100\n",
    "\n",
    "plt.annotate(f'Max: {max_quantity}\\nPercentage: {percentage:.2f}%',\n",
    "             xy=(max_quantity, max_quantity_stockcode),\n",
    "             xytext=(max_quantity + 2, max_quantity_stockcode),  \n",
    "             ha='left',\n",
    "             va='center')\n",
    "\n",
    "# 设置图表标题和标签\n",
    "plt.title(f'Top {top_n_stockcodes} StockCodes by Total Sales')\n",
    "plt.xlabel('Total Quantity')\n",
    "plt.ylabel('StockCode')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0db3d45c",
   "metadata": {},
   "source": [
    "### 价格与销量散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf38e8e2",
   "metadata": {},
   "source": [
    "这里选取了单个订单销量在0-3000且价格<50的数据进行了散点图描绘，剔除了可能影响图形的数据，整体数据呈负相关，价格越低、销量越高，且大批量的采购订单，几乎都为价格小于5的产品"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "15f29499",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 限制Quantity在0到3000之间\n",
    "filtered_df = df[(df['Quantity'] >= 0) & (df['Quantity'] <= 3000) & (df['UnitPrice'] > 0) & (df['UnitPrice'] < 50)]\n",
    "\n",
    "unit_price = filtered_df['UnitPrice']\n",
    "quantity = filtered_df['Quantity']\n",
    "\n",
    "# 创建散点图\n",
    "plt.scatter(unit_price, quantity, alpha=0.5)\n",
    "plt.title('UnitPrice vs Quantity')\n",
    "plt.xlabel('UnitPrice')\n",
    "plt.ylabel('Quantity')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c6bae49",
   "metadata": {},
   "source": [
    "## 结论"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ec22431",
   "metadata": {},
   "source": [
    "xxxxxxxxx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa9fbebd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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